Tensor product-based model transformation approach to tower crane systems modeling

被引:81
作者
Hedrea, Elena-Lorena [1 ]
Precup, Radu-Emil [1 ,2 ]
Roman, Raul-Cristian [1 ]
Petriu, Emil M. [3 ]
机构
[1] Politehn Univ Timisoara, Dept Automat & Appl Informat, Bd V Parvan 2, Timisoara 300223, Romania
[2] Edith Cowan Univ, Sch Engn, Joondalup, WA, Australia
[3] Univ Ottawa, Sch Elect Engn & Comp Sci, Ottawa, ON, Canada
基金
加拿大自然科学与工程研究理事会;
关键词
arm angular position; cart position; payload position; tensor product‐ based model transformation; tower crane systems;
D O I
10.1002/asjc.2494
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper presents the application of the tensor product (TP)-based model transformation approach to produce Tower CRrane (TCR) systems models. The modeling approach starts with a nonlinear model of TCR systems as representative multi-input-multi-output controlled processes. A linear parameter-varying model is next derived, and the modeling steps specific to TP-based model transformation are proceeded to obtain the TP model. The TP model is tested on TCR laboratory equipment in two open-loop scenarios considering chirp signals and pseudorandom binary step signals applied to the three model inputs (control inputs). The nonlinear and TP model outputs in the two scenarios are the payload position, the cart position, and the arm angular position. The nonlinear and TP model outputs are collected, measured, and compared. The simulation results prove that the derived TP model approximately mimics the behavior of the nonlinear model; both system responses and numerical approximation errors are illustrated.
引用
收藏
页码:1313 / 1323
页数:11
相关论文
共 63 条
[1]  
Ahmed M. U., 2019, Int. J. Artif. Intell., V17, P154
[2]  
Andoga R., 2018, INT J AEROSP ENG, V2018, P1
[3]   TP model transformation as a way to LMI-based controller design [J].
Baranyi, P .
IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2004, 51 (02) :387-400
[4]  
Baranyi P., 2016, TP-Model Transformation-Based-Control Design Frameworks
[5]  
Baranyi P., 2013, TP MODEL TRANSFORMAT
[6]   Determination of Different Polytopic Models of the Prototypical Aeroelastic Wing Section by TP Model Transformation [J].
Baranyi, Peter ;
Petres, Zoltan ;
Varkonyi, Peter L. ;
Korondi, Peter ;
Yam, Yeung .
JOURNAL OF ADVANCED COMPUTATIONAL INTELLIGENCE AND INTELLIGENT INFORMATICS, 2006, 10 (04) :486-493
[7]   Extracting LPV and qLPV Structures From State-Space Functions: A TP Model Transformation Based Framework [J].
Baranyi, Peter .
IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2020, 28 (03) :499-509
[8]   Extension of the Multi-TP Model Transformation to Functions with Different Numbers of Variables [J].
Baranyi, Peter .
COMPLEXITY, 2018,
[9]   TP MODEL TRANSFORMATION AS A MANIPULATION TOOL FOR QLPV ANALYSIS AND DESIGN [J].
Baranyi, Peter .
ASIAN JOURNAL OF CONTROL, 2015, 17 (02) :497-507
[10]   Parallel Distributed Compensation Based Stabilization of A 3-DOF RC Helicopter: A Tensor Product Transformation Based Approach [J].
Baranyi, Peter ;
Korondi, Peter ;
Tanaka, Kazuo .
JOURNAL OF ADVANCED COMPUTATIONAL INTELLIGENCE AND INTELLIGENT INFORMATICS, 2009, 13 (01) :25-34